Avoiding the top LLM integration mistakes in production cutovers
Caching, policy layers, streaming pitfalls, and cost controls we see when teams move from prototype to owned SLAs.
Apr 2026 · 6 min read
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These articles mirror how we scope work with clients: explicit tradeoffs, operational metrics, and governance—not hype cycles. New posts ship on a lightweight cadence as we publish internal playbooks in sanitized form.
Chunking, reranking, and evaluation loops that keep answers grounded when documents are messy—without boiling the ocean on day one.
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RAG
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Shorter reads on integration patterns, failure modes, and how we run delivery.
Caching, policy layers, streaming pitfalls, and cost controls we see when teams move from prototype to owned SLAs.
Apr 2026 · 6 min read
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